{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Example quality evaluation"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7fae54149da0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import numpy as np\n",
    "import pickle\n",
    "import matplotlib.pyplot as plt\n",
    "import mpstool\n",
    "\n",
    "nx = 800\n",
    "ny = 1000\n",
    "ti = np.loadtxt(\"ti.txt\").reshape((nx,ny))\n",
    "\n",
    "plt.imshow(ti)\n",
    "plt.colorbar()\n",
    "plt.show()\n",
    "\n",
    "NUM_ENSEMBLE_MEMBERS = 10"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Load DS realisations from a pickle\n",
    "with open('simulations.pickle', 'rb') as handle:\n",
    "    realisations = pickle.load(handle)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Create subimages\n",
    "nx_realisation = 100\n",
    "ny_realisation = 200\n",
    "subims = []\n",
    "for i in range(NUM_ENSEMBLE_MEMBERS):\n",
    "    subims.append(mpstool.stats.subimage(ti, nx_realisation, ny_realisation))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Define helper functions\n",
    "def append_to_dictionary(dict_of_arrays, dict_of_elements):\n",
    "    for key in dict_of_arrays:\n",
    "        dict_of_arrays[key].append(dict_of_elements[key])\n",
    "        \n",
    "def empty_dictionary_of_arrays(keys):\n",
    "    dictionary = {}\n",
    "    for key in keys:\n",
    "        dictionary[key] = []\n",
    "    return dictionary\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Process all the realisations and subimages\n",
    "\n",
    "CONNECTIVITY_AXIS = 0\n",
    "\n",
    "categories = mpstool.connectivity.get_categories(ti)\n",
    "\n",
    "ds_proportion = empty_dictionary_of_arrays(categories)\n",
    "ds_variogram = empty_dictionary_of_arrays(categories)\n",
    "ds_connectivity = empty_dictionary_of_arrays(categories)\n",
    "\n",
    "for image in realisations:\n",
    "    append_to_dictionary(ds_proportion, mpstool.stats.histogram(image))\n",
    "    append_to_dictionary(ds_variogram, mpstool.stats.variogram(image))\n",
    "    append_to_dictionary(ds_connectivity, mpstool.connectivity.get_function(image, axis=CONNECTIVITY_AXIS))\n",
    "\n",
    "subim_proportion = empty_dictionary_of_arrays(categories)\n",
    "subim_variogram = empty_dictionary_of_arrays(categories)\n",
    "subim_connectivity = empty_dictionary_of_arrays(categories)\n",
    "    \n",
    "for image in subims:\n",
    "    append_to_dictionary(subim_proportion, mpstool.stats.histogram(image))\n",
    "    append_to_dictionary(subim_variogram, mpstool.stats.variogram(image))\n",
    "    append_to_dictionary(subim_connectivity, mpstool.connectivity.get_function(image, axis=CONNECTIVITY_AXIS))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Process the training image\n",
    "\n",
    "ti_proportion = mpstool.stats.histogram(ti)\n",
    "ti_variogram = mpstool.stats.variogram(ti)\n",
    "ti_connectivity = mpstool.connectivity.get_function(ti, axis=CONNECTIVITY_AXIS)\n",
    "categories = mpstool.connectivity.get_categories(ti)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Compute means\n",
    "\n",
    "ds_proportion_mean = empty_dictionary_of_arrays(categories)\n",
    "ds_variogram_mean = empty_dictionary_of_arrays(categories)\n",
    "ds_connectivity_mean = empty_dictionary_of_arrays(categories)\n",
    "\n",
    "for category in categories:\n",
    "    for i in range(NUM_ENSEMBLE_MEMBERS):\n",
    "        ds_proportion_mean[category].append(np.mean(ds_proportion[category][:i+1]))\n",
    "        ds_variogram_mean[category].append(np.mean(ds_variogram[category][:i+1], axis=0))\n",
    "        ds_connectivity_mean[category].append(np.mean(ds_connectivity[category][:i+1],axis=0))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "subim_proportion_mean = empty_dictionary_of_arrays(categories)\n",
    "subim_variogram_mean = empty_dictionary_of_arrays(categories)\n",
    "subim_connectivity_mean = empty_dictionary_of_arrays(categories)\n",
    "\n",
    "for category in categories:\n",
    "    for i in range(NUM_ENSEMBLE_MEMBERS):\n",
    "        subim_proportion_mean[category].append(np.mean(subim_proportion[category][:i+1]))\n",
    "        subim_variogram_mean[category].append(np.mean(subim_variogram[category][:i+1], axis=0))\n",
    "        subim_connectivity_mean[category].append(np.mean(subim_connectivity[category][:i+1], axis=0))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7fae540e74e0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, axes = plt.subplots(nrows=1, ncols=4, figsize=(16,4))\n",
    "plot_count = 0\n",
    "for category in categories:\n",
    "    axes[plot_count].plot(ti_proportion[category]*np.ones(NUM_ENSEMBLE_MEMBERS))\n",
    "    axes[plot_count].plot(subim_proportion_mean[category])\n",
    "    axes[plot_count].plot(ds_proportion_mean[category], '--')\n",
    "    axes[plot_count].legend([\"TI\", 'Extractions', 'DirectSampling'])\n",
    "\n",
    "    axes[plot_count].set_xlabel(\"number of realisations\")\n",
    "    axes[plot_count].set_ylabel(\"Ensemble average proportion of \"+ str(category))\n",
    "    XLIM = NUM_ENSEMBLE_MEMBERS\n",
    "    axes[0].set_xlim([0, XLIM])\n",
    "    axes[1].set_xlim([0, XLIM])\n",
    "    axes[2].set_xlim([0, XLIM])\n",
    "    axes[3].set_xlim([0, XLIM])\n",
    "    plot_count += 1\n",
    "fig.tight_layout()\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7fae540e7320>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, axes = plt.subplots(nrows=1, ncols=4, figsize=(16,4))\n",
    "plot_count = 0\n",
    "for category in categories:\n",
    "    axes[plot_count].plot(ti_connectivity[category])\n",
    "    axes[plot_count].plot(subim_connectivity_mean[category][NUM_ENSEMBLE_MEMBERS-1])\n",
    "    axes[plot_count].plot(ds_connectivity_mean[category][NUM_ENSEMBLE_MEMBERS-1], '--')\n",
    "    axes[plot_count].legend([\"TI\", 'Extractions', 'DirectSampling'])\n",
    "    axes[plot_count].set_xlabel(\"distance along x (pixel) \")\n",
    "    axes[plot_count].set_ylabel(\"connectivity of \"+ str(category))\n",
    "    \n",
    "    XLIM = 200\n",
    "    axes[0].set_xlim([0, XLIM])\n",
    "    axes[1].set_xlim([0, XLIM])\n",
    "    axes[2].set_xlim([0, XLIM])\n",
    "    axes[3].set_xlim([0, XLIM])\n",
    "    plot_count += 1\n",
    "\n",
    "fig.tight_layout()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7fae53b3b2e8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, axes = plt.subplots(nrows=1, ncols=4, figsize=(16,4))\n",
    "plot_count = 0\n",
    "for category in categories:\n",
    "    axes[plot_count].plot(ti_variogram[category])\n",
    "    axes[plot_count].plot(subim_variogram_mean[category][NUM_ENSEMBLE_MEMBERS-1])\n",
    "    axes[plot_count].plot(ds_variogram_mean[category][NUM_ENSEMBLE_MEMBERS-1], '--')\n",
    "    axes[plot_count].legend([\"TI\", 'Extractions', 'DirectSampling'])\n",
    "    axes[plot_count].set_xlabel(\"distance along x (pixel) \")\n",
    "    axes[plot_count].set_ylabel(\"indicator variogram of \"+ str(category))\n",
    "    \n",
    "    XLIM = 200\n",
    "    axes[0].set_xlim([0, XLIM])\n",
    "    axes[1].set_xlim([0, XLIM])\n",
    "    axes[2].set_xlim([0, XLIM])\n",
    "    axes[3].set_xlim([0, XLIM])\n",
    "    plot_count += 1\n",
    "\n",
    "fig.tight_layout()\n",
    "plt.show()"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.4"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
